CSCE 763: Digital Image Processing
(Spring
2024)
Class
Meeting: MW
2:20 PM จC 3:35 PM in 300Main B111
Course Instructor: Dr. Yan Tong
Email:
tongy@cse.sc.edu
Storey Innovation Center 2273
777-0801 (office)
Office Hours: by appointment
Tentative
Syllabus: http://www.cse.sc.edu/~tongy/csce763/csce763syl.pdf
Concepts
and techniques for digital image processing; emphasis on low-level processes
that analyze discrete images at the pixel level.
A good
background in calculus, linear algebra, statistics, signal processing,
programming in C++, Python, and/or MATLAB
Digital Image Processing, Rafael C. Gonzalez and Richard E. Woods, 4th Edition, Pearson
Course Reference Materials: Latest reports/papers in image processing.
All course materials comply with copyright/fair use
policies.
This is a graduate-level course in computer science.
It deals with the theories and applications of image processing in terms of
acquisition, representation, storage, transmission, and understanding. Topics
to be covered include: image acquisition and digital
image representation, image enhancement, image restoration, color image
processing, multiresolution image processing, image compression, image
segmentation, morphological image processing, object recognition, and special
topics on the applications of digital image processing. This course is
particularly useful for those students who are interested in computer vision,
vision-based pattern recognition, and robotics.
All grades will be posted on Blackboard Ultra. You are
strongly encouraged to check your scores in Blackboard Ultra regularly. A final
letter grade will be assigned based on:
A (90-100%), B+
(86-89%), B (80-85%), C+ (76-79%), C (70-75%), D+ (66-69%), D (60-65%), and F
(0-59%)
The final course grade will be based upon your
performance in all aspects of the course. These include:
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Homework
assignments
20 %
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Midterm
exam 15
%
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Paper
reading & presentation 15
%
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Final
project & presentation 25
%
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Final
exam 20%
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Quizzes
5 %
The lecture notes and homework assignments will be
posted on the Blackboard
Ultra
and course website, and solutions
to the assignments, quizzes, and exams will be posted on the Blackboard Ultra. Announcements
of this course will be posted in Blackboard
Ultra
and course website whenever
necessary.
I will be communicating with you regarding grades
and assignments. If you need to get in touch with me, the best method is via
email (tongy@cse.sc.edu ). Generally, I
will reply to emails within 24 hours and will provide feedback on assignments
within one week. You may also post questions pertaining to the course on the
Blackboard Discussion Board. These questions will be answered within 24 hours.
If you are having trouble with this course or its material, you should contact
me via email to discuss the issues. If there is any other information
I think is important, I will send it to your email address you have in Blackboard. It is your responsibility to ensure that your
email account works properly to receive email.
กค All students are required to complete and submit assignments to Blackboard Ultra on time.
กค Make-up quizzes/ midterm-exam/ final exam are not allowed except excusable absences (Graduate Academic Regulations < University of South Carolina (sc.edu)) with appropriate documentation and advanced notice. Please refer to Attendance Policy below for details.
Except
exams, presentations, quizzes, and final project, late
submissions of assignments will be accepted ONLY if BOTH of the following
requirements are met:
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You
must contact me in advance of the required assignment to make arrangement for its completion.
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You
must complete the assignments within the week following its
due date.
กค However, late submissions will be subject to the following penalty except excusable absences: 10% will be deducted from your grade for the first day late, and an additional 5% will be deducted on each subsequent day.
ONE-TIME waiver of late submission penalty: exams, presentations, quizzes, and final project, you are granted for a ONE-TIME waiver of late submission penalty - you will not be penalized if you submit your assignment in three days after due date. Please notify me in advance when you use this waiver.
Success
in this course is dependent on your active participation throughout the
course. Class attendance is
required as claimed in University policy. If you are
absent, you are responsible for learning material covered in class. If you have an excused absence (Graduate
Academic Regulations < University of South Carolina (sc.edu)), you will be
permitted to make up coursework or complete an equivalent assignment agreed
upon with me.
To arrange excuses for absences that can be
anticipated at the start of the term, you should:
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Submit
a written request (email is acceptable) stating the dates of the anticipated
absence no later than the end of the second week of the course.
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Explain
the reason for absence. Documentations are required. Please consult the policy (Graduate Academic Regulations <
University of South Carolina (sc.edu)) for additional information.
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Include
any request for make-up work.
To
arrange excuses for absences that cannot be anticipated at the start of the
term, (e.g. legal proceedings or illness), you should, at the first
opportunity, submit in a written request stating:
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The
date of absence
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The
reason for absence. Documentations
are required. Please consult the policy for additional
information.
กค Any request for make-up work as soon as reasonably possible after you become aware of the need to be absent.
You are expected to practice the highest possible standards
of academic integrity. Any deviation from this expectation will result in a
minimum academic penalty of your failing the assignment and will result in
additional disciplinary measures. Violations of the University's Honor Code
include, but are not limited to improper citation of sources, using another
student's work, and any other form of academic misrepresentation. Violations of
the University's Honor Code will be reported to the Office of Student Conduct
and Academic Integrity. Below are some websites for you to visit to learn more
about University policies:
Carolinian Creed (http://www.sc.edu/creed)
Academic
Responsibility (http://www.sc.edu/policies/staf625.pdf)
Graduate Academic Regulations < University of
South Carolina (sc.edu)
Student Disability Resource
Center (SDRC) (https://www.sc.edu/about/offices_and_divisions/student_disability_resource_center/) empowers
students to manage challenges and limitations imposed by
disabilities. Students with disabilities are encouraged to contact me to
discuss the logistics of any accommodations needed to
fulfill course requirements (within the first week of the semester). In order to receive reasonable accommodations from me, you
must be registered with the Student Disability Resource Center (1523 Greene
Street, LeConte Room 112A, Columbia, SC 29208, 803-777-6142). Any student with
a documented disability should contact the SDRC to make
arrangements for appropriate accommodations.
Students
are expected to comply with all university health and safety guidelines
including those about COVID-19. For current COVID-19 guidelines, visit https://sc.edu/safety/coronavirus/safety_guidelines.
กค Lecture 1
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Lecture 16
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Lecture 17
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Homework 1,
due 2:20pm, Jan. 29
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Homework 2, due
2:20pm, Feb. 7
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Homework 3, due
2:20pm, Feb. 14
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Homework 4, due
2:20pm, Feb. 28
กค Homework 5, due 2:20pm, April 8
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Quiz 1, 3:20pm จC 3:35pm, Wednesday,
Jan. 31
กค Midterm Exam, 2:20pm จC 3:35pm, Monday, March 11th
กค March 13, March 18, and March 20
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Project proposal, due 11:59pm EST,
Feb. 21, 2024